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Quality Degradation in Lossy Wavelet Image Compression

机译:有损小波图像压缩中的质量下降

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摘要

The objective of this study was to develop a method for measuring quality degradation in lossy wavelet image compression. Quality degradation is due to denoising and edge blurring effects that cause smoothness in the compressed image. The peak Moran z histogram ratio between the reconstructed and original images is used as an index for degradation after image compression. The Moran test is applied to images randomly selected from each medical modality, computerized tomography, magnetic resonance imaging, and computed radiography and compressed using the wavelet compression at various levels. The relationship between the quality degradation and compression ratio for each image modality agrees with previous reports that showed a preference for mildly compressed images. Preliminary results show that the peak Moran z histogram ratio can be used to quantify the quality degradation in lossy image compression. The potential for this method is applications for determining the optimal compression ratio (the maximized compression without seriously degrading image quality) of an image for teleradiology.
机译:这项研究的目的是开发一种测量有损小波图像压缩中质量下降的方法。由于降噪和边缘模糊效应导致压缩图像的平滑,质量下降。重建图像和原始图像之间的峰值Moran z直方图比率用作图像压缩后的降级指标。 Moran测试适用于从每种医学方式,计算机断层扫描,磁共振成像和计算机射线照相中随机选择的图像,并使用小波压缩在各个级别上进行压缩。每个图像模态的质量下降和压缩率之间的关系与以前的报告一致,后者表明偏爱轻度压缩的图像。初步结果表明,峰值Moran z直方图比率可用于量化有损图像压缩中的质量下降。该方法的潜力是用于确定远距放射学图像的最佳压缩率(在不严重降低图像质量的情况下最大压缩率)的应用。

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